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Method and system for image denoising using discrete total variation (TV) minimization with one-direction condition

机译:使用具有单向条件的离散总变化量(TV)最小化的图像去噪方法和系统

摘要

A method of denoising an image, comprising the steps of a) initializing (S100) a direction index associated with each of image pixels, the direction index indicating an increase, a decrease and a mixed state in gradient direction of total variation at a given pixel, b) determining (S110) a discrete gradient of the total variation for each of the image pixels, the discrete gradient indicating the increase, the decrease or the mixed state, c) updating (S130) the direction index of each of the image pixels with the discrete gradient if the direction index is the mixed state, d) changing (S150) a pixel value of each of the image pixels by a predetermined value to reduce the total variation if the direction index and the discrete gradient are equal in the gradient direction for the one of the image pixels, and e) repeating (S160, S170) the steps b) through d) until a certain predetermined condition is reached.
机译:一种对图像进行去噪的方法,包括以下步骤:a)初始化(S100)与每个图像像素相关联的方向索引,该方向索引指示在给定像素处总变化的梯度方向上的增加,减少和混合状态。 ; b)确定(S110)每个图像像素的总变化的离散梯度,该离散梯度指示增加,减少或混合状态,c)更新(S130)每个图像像素的方向索引如果方向索引是混合状态,则使用离散梯度; d)如果方向索引和离散梯度在梯度中相等,则将每个图像像素的像素值改变(S150)预定值以减小总变化。 e)重复(S160,S170)步骤b)到d),直到达到某个预定条件为止。

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